Systematic Generalization in Neural Networks-based Multivariate Time Series Forecasting Models

Mapping Intimacies ◽

10.1109/ijcnn52387.2021.9534469 ◽

2021 ◽

Author(s):

Hritik Bansal ◽

Gantavya Bhatt ◽

Pankaj Malhotra ◽

Prathosh AP

Keyword(s):

Neural Networks ◽

Time Series ◽

Multivariate Time Series ◽

Time Series Forecasting ◽

Forecasting Models

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Multivariate Time Series Forecasting with Dilated Residual Convolutional Neural Networks for Urban Air Quality Prediction

Arabian Journal for Science and Engineering ◽

10.1007/s13369-020-05109-x ◽

2021 ◽

Author(s):

Meriem Benhaddi ◽

Jamal Ouarzazi

Keyword(s):

Neural Networks ◽

Time Series ◽

Air Quality ◽

Convolutional Neural Networks ◽

Multivariate Time Series ◽

Urban Air Quality ◽

Time Series Forecasting ◽

Urban Air ◽

Quality Prediction ◽

Air Quality Prediction

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A Neural Networks Based Method for Multivariate Time-Series Forecasting

IEEE Access ◽

10.1109/access.2021.3075063 ◽

2021 ◽

pp. 1-1

Author(s):

Shaowei Li ◽

He Huang ◽

Wei Lu

Keyword(s):

Neural Networks ◽

Time Series ◽

Multivariate Time Series ◽

Time Series Forecasting

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Hybrid Orbit Propagator Based on Neural Networks. Multivariate Time Series Forecasting Approach

10.1007/978-3-030-87869-6_66 ◽

2021 ◽

pp. 695-705

Author(s):

Hans Carrillo ◽

Edna Segura ◽

Rosario López ◽

Iván Pérez ◽

Juan Félix San-Juan

Keyword(s):

Neural Networks ◽

Time Series ◽

Multivariate Time Series ◽

Time Series Forecasting

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Experimental Study of Multivariate Time Series Forecasting Models

Proceedings of the 28th ACM International Conference on Information and Knowledge Management - CIKM '19 ◽

10.1145/3357384.3357826 ◽

2019 ◽

Author(s):

Jiaming Yin ◽

Weixiong Rao ◽

Mingxuan Yuan ◽

Jia Zeng ◽

Kai Zhao ◽

...

Keyword(s):

Experimental Study ◽

Time Series ◽

Multivariate Time Series ◽

Time Series Forecasting ◽

Forecasting Models

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A combination of traditional time series forecasting models with fuzzy learning neural networks

Proceedings. International Conference on Machine Learning and Cybernetics ◽

10.1109/icmlc.2002.1176700 ◽

2003 ◽

Author(s):

Chang-Yang Wen ◽

Min Yao

Keyword(s):

Neural Networks ◽

Time Series ◽

Time Series Forecasting ◽

Forecasting Models ◽

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Advanced Multivariate Time Series Forecasting Models

Journal of Mathematics and Statistics ◽

10.3844/jmssp.2018.253.260 ◽

2018 ◽

Vol 14 (1) ◽

pp. 253-260 ◽

Author(s):

Miss Lei Wang

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Time Series Forecasting ◽

Forecasting Models

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Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks

Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining ◽

10.1145/3394486.3403118 ◽

2020 ◽

Author(s):

Zonghan Wu ◽

Shirui Pan ◽

Guodong Long ◽

Jing Jiang ◽

Xiaojun Chang ◽

...

Keyword(s):

Neural Networks ◽

Time Series ◽

Multivariate Time Series ◽

Time Series Forecasting ◽

Graph Neural Networks ◽

Connecting The Dots

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Multivariate Time Series Forecasting Using Recurrent Neural Networks for Meteorological Data

Conference SENATIK STT Adisutjipto Yogyakarta ◽

10.28989/senatik.v5i0.365 ◽

2019 ◽

Vol 5 ◽

Author(s):

Victor Hariadi ◽

Ahmad Saikhu ◽

Nurotuz Zakiya ◽

Arya Yudhi Wijaya ◽

Fajar Baskoro

Keyword(s):

Neural Networks ◽

Time Series ◽

Recurrent Neural Networks ◽

Meteorological Data ◽

Multivariate Time Series ◽

Time Series Forecasting

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Interpretable Multivariate Time Series Forecasting with Temporal Attention Convolutional Neural Networks

2020 IEEE Symposium Series on Computational Intelligence (SSCI) ◽

10.1109/ssci47803.2020.9308570 ◽

2020 ◽

Author(s):

Leonardos Pantiskas ◽

Kees Verstoep ◽

Henri Bal

Keyword(s):

Neural Networks ◽

Time Series ◽

Convolutional Neural Networks ◽

Multivariate Time Series ◽

Time Series Forecasting ◽

Temporal Attention

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Modeling Multivariate Time Series in Economics: From Auto-Regressions to Recurrent Neural Networks

SSRN Electronic Journal ◽

10.2139/ssrn.3589337 ◽

2020 ◽

Author(s):

Sergiy Verstyuk

Keyword(s):

Neural Networks ◽

Time Series ◽

Recurrent Neural Networks ◽

Multivariate Time Series

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